Repository Index

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The hub for EleutherAI's work on interpretability and learning dynamics

Open Content for self-directed learning in data science

📚 《Deep Agents 实战》—— LangChain 官方大使出品，基于 LangChain / LangGraph 生态，从零构建生产级 AI Agent 的完整指南

• agentic-ai
• ai-agents
• astro
• chinese

TranslatedCovers pre-training data, Tokenizer, Transformer, MoE,distributed training, Scaling Laws, inference & alignment .6 progressive code assignments for full-stack LLM learning

• gpu-programming
• llm
• nlp
• rl

Pytorch implementations of various Deep NLP models in cs-224n(Stanford Univ)

• pytorch
• nlp
• deep-nlp-models
• stanford-univ

本项目为量化开源课程，可以帮助人们快速掌握量化金融知识以及使用Python进行量化开发的能力。

Structured state space sequence models

• state-space-models
• sequence-models
• pytorch

Quantitative research and educational materials

A library for debugging/inspecting machine learning classifiers and explaining their predictions

• scikit-learn
• machine-learning
• xgboost
• lightgbm

📊⚽ A collection of football analytics projects, data, and analysis by Edd Webster (@eddwebster), including a curated list of publicly available resources published by the football analytics community.

• football
• xg
• expected-goals
• statsbomb

A data generation pipeline for creating semi-realistic synthetic multi-object videos with rich annotations such as instance segmentation masks, depth maps, and optical flow.

An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈

• ai-pipelines
• approximate-statistics
• statistical-properties
• data-quality

Repository for "Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Python"

• deep-learning
• neural-network
• machine-learning
• python

Collection of data science projects in Python

🎁 7,400,000+ Unsplash images made available for research and machine learning

• dataset
• images
• unsplash
• machine-learning

The Elements of Statistical Learning (ESL)的中文翻译、代码实现及其习题解答。

• esl
• statistical-learning
• esl-cn
• r

Book_6_《数据有道》 | 鸢尾花书：从加减乘除到机器学习；欢迎大家批评指正！纠错多的同学会得到赠书感谢！

• data
• data-science
• data-visualization
• feature-engineering

FLUX, Stable Diffusion, SDXL, SD3, LoRA, Fine Tuning, DreamBooth, Training, Automatic1111, Forge WebUI, SwarmUI, DeepFake, TTS, Animation, Text To Video, Tutorials, Guides, Lectures, Courses, ComfyUI, Google Colab, RunPod, Kaggle, NoteBooks, ControlNet, TTS, Voice Cloning, AI, AI News, ML, ML News, News, Tech, Tech News, Kohya, Midjourney, RunPod

• dreambooth
• guides
• stable-diffusion
• tts

We unified the interfaces of instruction-tuning data (e.g., CoT data), multiple LLMs and parameter-efficient methods (e.g., lora, p-tuning) together for easy use. We welcome open-source enthusiasts to initiate any meaningful PR on this repo and integrate as many LLM related technologies as possible. 我们打造了方便研究人员上手和使用大模型等微调平台，我们欢迎开源爱好者发起任何有意义的pr！

• chatglm
• llama
• llm
• lora

A simple notebook demonstrating prompt-based music generation via Mubert API

My implementation of the original GAT paper (Veličković et al.). I've additionally included the playground.py file for visualizing the Cora dataset, GAT embeddings, an attention mechanism, and entropy histograms. I've supported both Cora (transductive) and PPI (inductive) examples!

• gat
• graph-attention-networks
• attention-mechanism
• self-attention

The /llms.txt file, helping language models use your website

FMA: A Dataset For Music Analysis

• dataset
• music-analysis
• music-information-retrieval
• deep-learning